Round 95

Roadmap for enterprise onboarding

A B2B SaaS product team must choose the next 2 quarters of roadmap focus for enterprise onboarding. Current customers convert well in self-serve but drop off during security review, admin setup, and first-team rollout. Sales wants faster time-to-close for larger deals, Customer Success wants lower implementation burden, and Product has limited engineering capacity after a major platform migration. The team can only pursue one primary direction plus minor support work. The decision should balance revenue impact, implementation complexity, long-term scalability, and risk of slowing core product work. Which roadmap strategy should the team prioritize?

Dashboard

Status

DECIDED

Winner

A · Focus on admin and IT integration primitives, such as SSO, SCIM, permission models, and directory sync, to make enterprise rollout more scalable over time.

Majority

A · Focus on admin and IT integration primitives, such as SSO, SCIM, permission models, and directory sync, to make enterprise rollout more scalable over time.

Duration

7054 ms

Topic

Options

A Focus on admin and IT integration primitives, such as SSO, SCIM, permission models, and directory sync, to make enterprise rollout more scalable over time.
2.39 of 3 PPV winner
E Invest in security and procurement acceleration features such as trust center automation, audit pack generation, and standard contract workflows to shorten deal cycles.
0.61 of 3
B Build a guided enterprise onboarding flow with setup checklists, role-based admin tasks, and in-product milestones to reduce time-to-first-value.
0.00 of 3
C Prioritize customer education and adoption assets, including certification, live onboarding sessions, and team enablement content, to increase activation and expansion after launch.
0.00 of 3
D Create a white-glove implementation toolkit for internal teams, including templates, playbooks, and monitoring dashboards to improve high-touch onboarding for strategic accounts.
0.00 of 3

Checks

Baselines

PPV no gold answer
Majority no gold answer
Comparison PPV matched majority
k samples8
Agents3
Parsed samples 24 / 24
Quality split agent disagreement

PPV

Top Influences

Claude Sonnet 5 · delegate 1.489
Gemini 3 Flash Preview · delegate 1.247
GPT 5.4 mini · delegate 1.150

Samples

Answer Distribution

Claude Sonnet 5 A: 8
GPT 5.4 mini E: 5 A: 2 B: 1
Gemini 3 Flash Preview A: 6 E: 2

PPV

Influences

Label Role Score
Claude Sonnet 5 delegate 1.489
Gemini 3 Flash Preview delegate 1.247
GPT 5.4 mini delegate 1.150

Voting matrix

Constructed Delegation Matrix

To / From Claude Sonnet 5 GPT 5.4 mini Gemini 3 Flash Preview
Claude Sonnet 5 0.0000.2470.150
GPT 5.4 mini 0.0000.0000.150
Gemini 3 Flash Preview 0.0000.2470.000
A 1.0000.0000.700
B 0.0000.0000.000
C 0.0000.0000.000
D 0.0000.0000.000
E 0.0000.5070.000

Embeddings

Sample Embeddings

24 samples
Claude Sonnet 5 sample #0 · A · 1536 dims A Claude Sonnet 5 sample #1 · A · 1536 dims A Claude Sonnet 5 sample #2 · A · 1536 dims A Claude Sonnet 5 sample #3 · A · 1536 dims A Claude Sonnet 5 sample #4 · A · 1536 dims A Claude Sonnet 5 sample #5 · A · 1536 dims A Claude Sonnet 5 sample #6 · A · 1536 dims A Claude Sonnet 5 sample #7 · A · 1536 dims A GPT 5.4 mini sample #0 · A · 1536 dims A GPT 5.4 mini sample #1 · B · 1536 dims B GPT 5.4 mini sample #2 · E · 1536 dims E GPT 5.4 mini sample #3 · E · 1536 dims E GPT 5.4 mini sample #4 · E · 1536 dims E GPT 5.4 mini sample #5 · A · 1536 dims A GPT 5.4 mini sample #6 · E · 1536 dims E GPT 5.4 mini sample #7 · E · 1536 dims E Gemini 3 Flash Preview sample #0 · A · 1536 dims A Gemini 3 Flash Preview sample #1 · E · 1536 dims E Gemini 3 Flash Preview sample #2 · E · 1536 dims E Gemini 3 Flash Preview sample #3 · A · 1536 dims A Gemini 3 Flash Preview sample #4 · A · 1536 dims A Gemini 3 Flash Preview sample #5 · A · 1536 dims A Gemini 3 Flash Preview sample #6 · A · 1536 dims A Gemini 3 Flash Preview sample #7 · A · 1536 dims A
Claude Sonnet 5 GPT 5.4 mini Gemini 3 Flash Preview

Samples

Agent Responses

Claude Sonnet 5 openai_compatible · anthropic/claude-sonnet-5
#0 A · Focus on admin and IT integration primitives, such as SSO, SCIM, permission models, and directory sync, to make enterprise rollout more scalable over time. 1536 dims

Given limited engineering capacity, the drop-off points explicitly cited are security review, admin setup, and rollout—pointing to structural, scalable primitives rather than one-off services or content. Option A directly addresses admin/IT setup friction with...

#1 A · Focus on admin and IT integration primitives, such as SSO, SCIM, permission models, and directory sync, to make enterprise rollout more scalable over time. 1536 dims

The core drop-off points—security review, admin setup, and rollout—signal that infrastructure gaps are blocking scale, and with limited engineering capacity, the team should invest in reusable primitives rather than services or content that don't reduce long-t...

#2 A · Focus on admin and IT integration primitives, such as SSO, SCIM, permission models, and directory sync, to make enterprise rollout more scalable over time. 1536 dims

Given the drop-off points cited (security review, admin setup, rollout) and limited engineering capacity, the team should prioritize scalable technical primitives that address the root cause of friction rather than one-off high-touch fixes. Option A (SSO, SCIM...

#3 A · Focus on admin and IT integration primitives, such as SSO, SCIM, permission models, and directory sync, to make enterprise rollout more scalable over time. 1536 dims

The bottleneck spans security review, admin setup, and rollout, but the highest-leverage fix given limited engineering capacity is building scalable admin/IT primitives (SSO, SCIM, permissions, directory sync)—these directly address security review friction an...

#4 A · Focus on admin and IT integration primitives, such as SSO, SCIM, permission models, and directory sync, to make enterprise rollout more scalable over time. 1536 dims

The team's biggest drop-off points are security review, admin setup, and rollout—core scalability bottlenecks that block enterprise deals regardless of sales or CS effort. Building durable platform primitives (SSO, SCIM, permissions, directory sync) directly a...

#5 A · Focus on admin and IT integration primitives, such as SSO, SCIM, permission models, and directory sync, to make enterprise rollout more scalable over time. 1536 dims

The bottleneck is security review, admin setup, and rollout—all foundational blockers that persist regardless of onboarding UX or enablement content. Building SSO/SCIM/permissions/directory sync addresses the root scalability problem for enterprise deals, redu...

#6 A · Focus on admin and IT integration primitives, such as SSO, SCIM, permission models, and directory sync, to make enterprise rollout more scalable over time. 1536 dims

The team is dropping off during security review, admin setup, and rollout — the biggest lever is making the platform itself scalable for enterprise IT requirements (SSO, SCIM, permissions, directory sync), since this addresses root causes of both admin burden ...

#7 A · Focus on admin and IT integration primitives, such as SSO, SCIM, permission models, and directory sync, to make enterprise rollout more scalable over time. 1536 dims

The drop-off points cited—security review, admin setup, and rollout—point most directly to foundational IT/admin infrastructure gaps rather than education, high-touch services, or procurement speed alone. Building SSO, SCIM, permissions, and directory sync add...

GPT 5.4 mini openai_compatible · openai/gpt-5.4-mini
#0 A · Focus on admin and IT integration primitives, such as SSO, SCIM, permission models, and directory sync, to make enterprise rollout more scalable over time. 1536 dims

The biggest drop-off is happening during security review, admin setup, and first-team rollout, so the roadmap should target the parts of enterprise onboarding that block deal closure and implementation at scale. Option (A) best balances near-term revenue impac...

#1 B · Build a guided enterprise onboarding flow with setup checklists, role-based admin tasks, and in-product milestones to reduce time-to-first-value. 1536 dims

The team’s biggest enterprise drop-off is happening during security review, admin setup, and first-team rollout, while engineering capacity is limited. A guided onboarding flow directly reduces implementation burden and time-to-first-value without requiring as...

#2 E · Invest in security and procurement acceleration features such as trust center automation, audit pack generation, and standard contract workflows to shorten deal cycles. 1536 dims

The biggest drop-off is during security review, which directly delays enterprise deals and affects revenue, while engineering capacity is limited after a major migration. A focused trust/procurement acceleration roadmap targets the bottleneck most tied to fast...

#3 E · Invest in security and procurement acceleration features such as trust center automation, audit pack generation, and standard contract workflows to shorten deal cycles. 1536 dims

The team’s biggest friction points are enterprise-specific: security review, admin setup, and first-team rollout, while core self-serve conversion is already strong. Since engineering capacity is limited and the goal is to improve both deal velocity and scalab...

#4 E · Invest in security and procurement acceleration features such as trust center automation, audit pack generation, and standard contract workflows to shorten deal cycles. 1536 dims

The team’s biggest enterprise friction is happening before and during rollout: security review, admin setup, and first-team adoption. Since they need a primary direction that improves time-to-close for large deals, reduces CS burden, and scales without consumi...

#5 A · Focus on admin and IT integration primitives, such as SSO, SCIM, permission models, and directory sync, to make enterprise rollout more scalable over time. 1536 dims

The team’s biggest friction points are security review, admin setup, and first-team rollout, which suggests the best primary direction is the one that removes enterprise onboarding bottlenecks at scale rather than adding more manual support. Option (A) has the...

#6 E · Invest in security and procurement acceleration features such as trust center automation, audit pack generation, and standard contract workflows to shorten deal cycles. 1536 dims

The team’s biggest funnel loss is during security review and procurement before the deal closes, so improving those steps should have the fastest revenue impact. Since engineering capacity is constrained after a major migration, this also avoids a heavier impl...

#7 E · Invest in security and procurement acceleration features such as trust center automation, audit pack generation, and standard contract workflows to shorten deal cycles. 1536 dims

The biggest drop-off is during security review, which directly slows enterprise deal closure, so the highest near-term revenue impact comes from removing procurement and security friction. This also fits limited engineering capacity better than building a full...

Gemini 3 Flash Preview openai_compatible · google/gemini-3-flash-preview
#0 A · Focus on admin and IT integration primitives, such as SSO, SCIM, permission models, and directory sync, to make enterprise rollout more scalable over time. 1536 dims

To address the identified drop-off during security reviews and admin setup while balancing limited engineering capacity, the team must prioritize the foundational barriers to enterprise entry. Option (A) focuses on the core technical primitives—SSO, SCIM, and ...

#1 E · Invest in security and procurement acceleration features such as trust center automation, audit pack generation, and standard contract workflows to shorten deal cycles. 1536 dims

This decision requires addressing the specific bottlenecks identified: security reviews and administrative setup, while accounting for limited engineering capacity. Option (E) directly targets the "security review" friction point and administrative hurdles wit...

#2 E · Invest in security and procurement acceleration features such as trust center automation, audit pack generation, and standard contract workflows to shorten deal cycles. 1536 dims

The core problem lies in the drop-off during the structural hurdles of security reviews and administrative setup, which directly delays time-to-close and increases manual burden. Option (E) specifically addresses these "pre-activation" friction points by autom...

#3 A · Focus on admin and IT integration primitives, such as SSO, SCIM, permission models, and directory sync, to make enterprise rollout more scalable over time. 1536 dims

The team should prioritize **(A)** because it directly addresses the identified technical drop-off points—security review and admin setup—while building scalable infrastructure that reduces long-term manual intervention. While other options address guidance or...

#4 A · Focus on admin and IT integration primitives, such as SSO, SCIM, permission models, and directory sync, to make enterprise rollout more scalable over time. 1536 dims

The team should prioritize option (A) because the primary drop-off points—security review, admin setup, and first-team rollout—are foundational infrastructure hurdles that prevent enterprise scalability. Investing in SSO, SCIM, and directory sync directly addr...

#5 A · Focus on admin and IT integration primitives, such as SSO, SCIM, permission models, and directory sync, to make enterprise rollout more scalable over time. 1536 dims

The team should prioritize option (A) because the drop-off occurs during security reviews and admin setup, which are foundational technical hurdles that cannot be solved by UI checklists or education alone. By focusing on SSO, SCIM, and directory sync, the tea...

#6 A · Focus on admin and IT integration primitives, such as SSO, SCIM, permission models, and directory sync, to make enterprise rollout more scalable over time. 1536 dims

The team should prioritize option (A) because the drop-off occurs specifically during IT-heavy stages like security reviews and admin setup, which currently block conversion. By building technical primitives like SSO/SCIM and directory sync, the team addresses...

#7 A · Focus on admin and IT integration primitives, such as SSO, SCIM, permission models, and directory sync, to make enterprise rollout more scalable over time. 1536 dims

The core friction points identified are security reviews and admin setup, which are foundational "gatekeeper" hurdles that must be cleared before any user activation can occur. Option (A) directly addresses these technical blockers by building the necessary in...

Timings

Stages

Sampling6331 ms
Embedding709 ms
Signals14 ms
PPV0 ms

Errors

Agent and Round Errors

No errors recorded.